Temperature Prediction (T850) on WeatherBench ERA5 2017-2018 5.625° (test)
1.42RMSE (3-day forecast)SMOE (pretrained)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SMOE (pretrained)Pre-training=true, Additional Data=Extra ERA5, Resolution=1.4°2022.11 | 1.42 | 2.06 | |
| SMOE (pretrained)Pre-training=true, Additional Data=Extra ERA52022.11 | 1.46 | 2.19 | |
| SMOE (pretrained)Pre-training=true2022.11 | 1.57 | 2.34 | |
| 3x3 convs → SMOESMOE Replacement=All 3x3 convolutions, Gate Prior=true2022.11 | 1.66 | 2.6 | |
| R&T (pretrained)Pre-training=true2022.11 | 1.66 | 2.43 | |
| 3x3 convs → SMOESMOE Replacement=All 3x3 convolutions2022.11 | 1.69 | 2.65 | |
| LRLCN2022.11 | 1.73 | 2.79 | |
| Last layer SMOESMOE Position=After final convolution2022.11 | 1.73 | 2.78 | |
| Rasp and ThuereyArchitecture=ResNet, Width=2x2022.11 | 1.76 | 2.78 | |
| SMOE after first layerSMOE Position=After first convolution2022.11 | 1.77 | 2.8 | |
| Rasp and ThuereyArchitecture=ResNet2022.11 | 1.8 | 2.84 | |
| 3x3 convs → SMOESMOE Replacement=All 3x3 convolutions, Gate Initialization=Random fixed2022.11 | 1.89 | 2.96 | |
| ViT (2x2)Patch size=2x22022.11 | 2.24 | 2.88 |